价值连城 人工智能的通识课 - 吴恩达Andrew Ng AI For Everyone

Posted 2021-08-19 架构师易筋

1. AI For Everyone

• https://www.coursera.org/learn/ai-for-everyone/home/welcome
• https://www.deeplearning.ai/
  

2. 课程概要

3. AI 影响到未来的工作

4. 课程目录

Course 1: AI for Everyone
AI is not only for engineers. If you want your organization to become better at using AI, this is the course to tell everyone – especially your non-technical colleagues – to take.

4.1 Week 1: What is AI

• Introduction
• Machine Learning
• What is data
• The terminology of AI
• What makes an AI company?
• What Machine Learning can and cannot do
• Intuitive explanation of deep learning

4.2 Week 2: Building AI Projects

• Workflow of a Machine Learning project
• Workflow of a Data Science project
• Every job function needs to learn to use data
• How to choose an AI project
• Working with an AI team
• Technical tools for AI teams

4.3 Week 3: AI in Your Company

• Case study: Smart speaker
• Case study: Self-driving car
• Example roles of an AI team
• AI Transformation Playbook
• AI pitfalls to avoid
• Taking your first step in AI
• Survey of major AI applications
• Survey of major AI techniques

4.4 Week 4: AI and Society

• A realistic view of AI
• Discrimination / Bias
• Adversarial attacks
• Adverse uses
• AI and developing nations
• AI and jobs
• Conclusion